{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import omegaconf\n",
    "import torch\n",
    "import torch.optim as optim\n",
    "\n",
    "import mbrl.models as models\n",
    "import mbrl.util.common as common_utils\n",
    "import mbrl.util.replay_buffer as replay_buffer\n",
    "\n",
    "device = torch.device(\"cuda:0\")\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "%matplotlib inline\n",
    "mpl.rcParams['figure.facecolor'] = 'white'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_data = np.linspace(-12, 12, 10000)\n",
    "y_data = np.sin(x_data)\n",
    "\n",
    "train_size = 2000\n",
    "val_size = 200\n",
    "x_train = np.zeros(2 * train_size)\n",
    "y_train = np.zeros(2 * train_size)\n",
    "x_val = np.zeros(2 * val_size)\n",
    "y_val = np.zeros(2 * val_size)\n",
    "\n",
    "# Half with lower noise\n",
    "train_val_idx_1 = np.random.choice(list(range(1200, 3500)), \n",
    "                                   size=train_size + val_size, \n",
    "                                   replace=False)\n",
    "mag = 0.05\n",
    "x_train[:train_size] = x_data[train_val_idx_1[:train_size]]\n",
    "y_train[:train_size] = y_data[train_val_idx_1[:train_size]] + mag * np.random.randn(train_size)\n",
    "x_val[:val_size] = x_data[train_val_idx_1[train_size:]]\n",
    "y_val[:val_size] = y_data[train_val_idx_1[train_size:]] + mag * np.random.randn(val_size)\n",
    "\n",
    "# Half with higher noise\n",
    "train_val_idx_2 = np.random.choice(list(range(6500, 8800)), \n",
    "                                   size=train_size + val_size, \n",
    "                                   replace=False)\n",
    "mag = 0.20\n",
    "x_train[train_size:] = x_data[train_val_idx_2[:train_size]]\n",
    "y_train[train_size:] = y_data[train_val_idx_2[:train_size]] + mag * np.random.randn(train_size)\n",
    "x_val[val_size:] = x_data[train_val_idx_2[train_size:]]\n",
    "y_val[val_size:] = y_data[train_val_idx_2[train_size:]] + mag * np.random.randn(val_size)\n",
    "\n",
    "plt.figure(figsize=(16, 8))\n",
    "plt.plot(x_data, y_data, x_train, y_train, '.', x_val, y_val, 'o', markersize=4)\n",
    "plt.show()\n",
    "\n",
    "train_size *=2\n",
    "val_size *= 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ReplayBuffer generates its own training/validation split, but in this example we want to\n",
    "# keep the split generated above, so instead we use two replay buffers. \n",
    "\n",
    "num_members = 5\n",
    "train_buffer = replay_buffer.ReplayBuffer(train_size, (1,), (0,))\n",
    "val_buffer = replay_buffer.ReplayBuffer(val_size, (1,), (0,))\n",
    "for i in range(train_size):\n",
    "    train_buffer.add(x_train[i], 0, y_train[i], 0, False)\n",
    "for i in range(val_size):\n",
    "    val_buffer.add(x_val[i], 0, y_val[i], 0, False)\n",
    "train_dataset, _ = common_utils.get_basic_buffer_iterators(\n",
    "    train_buffer, 2048, 0, ensemble_size=num_members, shuffle_each_epoch=True)\n",
    "val_dataset, _ = common_utils.get_basic_buffer_iterators(\n",
    "    val_buffer, 2048, 0, ensemble_size=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "ensemble = models.GaussianMLP(\n",
    "    1, 1, device, num_layers=3, hid_size=64, use_silu=True, ensemble_size=num_members)\n",
    "wrapper = models.OneDTransitionRewardModel(\n",
    "    ensemble, target_is_delta=False, normalize=True, learned_rewards=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wrapper.update_normalizer(train_buffer.get_all())\n",
    "trainer = models.ModelTrainer(wrapper, optim_lr=0.001, weight_decay=5e-5)\n",
    "train_losses, val_losses = trainer.train(\n",
    "    train_dataset, val_dataset, num_epochs=5000, patience=500)\n",
    "fig, ax = plt.subplots(2, 1, figsize=(16, 8))\n",
    "ax[0].plot(train_losses)\n",
    "ax[0].set_xlabel(\"epoch\")\n",
    "ax[0].set_ylabel(\"train loss (gaussian nll)\")\n",
    "ax[1].plot(val_losses)\n",
    "ax[1].set_xlabel(\"epoch\")\n",
    "ax[1].set_ylabel(\"val loss (mse)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_tensor = torch.from_numpy(x_data).unsqueeze(1).float().to(device)\n",
    "x_tensor = wrapper.input_normalizer.normalize(x_tensor)\n",
    "\n",
    "with torch.no_grad():\n",
    "    y_pred, y_pred_logvar = ensemble(x_tensor)\n",
    "    y_pred = y_pred[..., 0]\n",
    "    y_pred_logvar = y_pred_logvar[..., 0]\n",
    "y_var_epi = y_pred.var(dim=0).cpu().numpy()\n",
    "y_var = y_pred_logvar.exp()\n",
    "y_pred = y_pred.mean(dim=0).cpu().numpy()\n",
    "y_var_ale = y_var.mean(dim=0).cpu().numpy()\n",
    "\n",
    "y_std = np.sqrt(y_var_epi + y_var_ale)\n",
    "plt.figure(figsize=(16, 8))\n",
    "plt.plot(x_data, y_data, 'r')\n",
    "plt.plot(x_train, y_train, '.', markersize=0.9)\n",
    "plt.plot(x_data, y_pred, 'b-', markersize=4)\n",
    "plt.fill_between(x_data, y_pred, y_pred + 2 * y_std, color='b', alpha=0.2)\n",
    "plt.fill_between(x_data, y_pred - 2 * y_std, y_pred, color='b', alpha=0.2)\n",
    "plt.axis([-12, 12, -2.5, 2.5])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "mbrl",
   "language": "python",
   "name": "mbrl"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
